• Compute once for a known voice instead of re-encoding the reference clip for every utterance.
  • LLM KV caching avoids recomputing the conversation prefix during token generation.
  • Whole-response caching is less useful for an agent because context changes, but fixed prompts and repeated system audio can still be cached safely.

Connections